Xiaojian Qiu

Scalable MARL for Cooperative Exploration with Dynamic Robot Populations via Graph-Based Information Aggregation

This study addresses the challenge of multi-robot cooperative exploration under limited local observations in environments with dynamic robot populations. To achieve efficient area coverage within constrained timeframes, we propose the Multi-Robot Informative Planner (MIP), a novel reinforcement lea